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Qi-Ying Zeng

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Open access Oct 2026

Triaxial Accelerometry Sensor for Respiratory-Effort Phase Landmark Detection During Sleep: A Cross-Modal Weak Supervision Approach

Preliminary evidence is provided that surface TASs can recover an RIP-trough-derived operational phase landmark in unseen same-center participants, and independent multimodal adjudication, external replication, and full-night causal testing are required before clinical or respiratory-synchronized HGNS applications.

Meng-Shuang Lv, Jian-Hong Liao, Yun-Han Shi et al. · 0 citations

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